Every agent, every action,
on the record.
Adoption, spend, and audit reporting for teams running agents. Know what ran, what it touched, and what it cost — without asking your engineers to pull logs.
The problem
You can't report on what you can't see
Agents are already sending emails, writing code, and touching production data across your company. When leadership asks what they did, what it cost, or whether the rollout is working, the answer today is a shrug and a log-diving expedition. These are the words we hear on real calls:
- "Agents running amok and no Agent Ops."
- "Every collision, you have to manually unwind."
- "Everyone hates reporting. It takes up so much time."
Forensics
Every action has an author. Find it in seconds.
Pick any actor — a person or an agent — and walk their complete chronological record: sessions, tool calls, workflow runs, artifacts, grants, and approvals.
- Search any actor and walk their complete history
- The audit trail is tamper-proof — an agent cannot read or touch its own records
- Export the report your auditors actually want, down to the seventh layer
Insights
See where the spend goes. Stop guessing.
Inference cost attributed to the agent, workflow, and team that incurred it — per session, per conversation, broken down to the token.
- Cost attribution by agent, workflow, and team
- Usage and adoption trends over time — prove the rollout is working
- The weekly rollup your leadership asks for, already written
Trace
When something breaks, walk the run step by step
Step through any workflow run or session and see the chain of events that led there. No curl, no infrastructure access, no asking an engineer to grep the logs.
What it reports for you
Adoption reporting
Who's using agents, how much, and whether it's growing.
Spend attribution
Inference cost per agent, per team, per workflow.
Audit exports
The report your auditors want, generated on demand.
Activity forensics
Any actor's complete history, searchable in seconds.
Run tracing
Step-through of what happened in any workflow run.
Executive rollups
The weekly report your leadership asks for, already written.
Coverage
Works with the agents you already run
Reporting is only as good as what it covers. Agents built on the SDK are instrumented natively, workflows in Workbench report every step automatically, and if you're already running a fleet elsewhere, talk to us about connecting it.
- Built on the Agent SDK — instrumented natively
- Running in Workbench — every step reports automatically
- Existing fleets — talk to us about connecting what you already run
Why teams trust the record
The record can't be rewritten
Audit is built on per-agent identity. The system that ran the agent produced the trail, and the agent can't touch it.
Operation, not surveillance
Security tools watch AI from the outside. This is the runtime itself reporting — enforcement and evidence from inside.
Honest data only
No fabricated durations, no invented progress. If the records can't support it, the dashboard doesn't show it.
Common questions
Agents built on the SDK and workflows in Workbench are covered natively. For fleets you already run elsewhere, we'll walk through connection options on a call — bring your setup.
Those tools observe AI from the outside — network traffic, data catalogs, DLP. Forensics & Insights is produced by the runtime itself, so the record covers what each agent actually did, with enforcement and evidence from inside. They give your CISO surveillance; this gives your AI team operation.
Dedicated instances per customer, credentials encrypted at rest, and a security-review-ready posture. Your data does not train anything.
You can't see what's broken. Teams that add visibility find the silent failures, the runaway spend, and the adoption gaps first — visibility precedes ROI.
We deploy and run the instance for you. Your admins and your team just use it — a platform, not a six-month engagement.
Your agents are already running. Can you see them?
Twenty minutes. Bring your messiest question about what your agents are doing — leave with the answer, whether or not you use Interchange.